2018
Privacy Policy and Technology in Biomedical Data Science
Arellano A, Dai W, Wang S, Jiang X, Ohno-Machado L. Privacy Policy and Technology in Biomedical Data Science. Annual Review Of Biomedical Data Science 2018, 1: 115-129. PMID: 31058261, PMCID: PMC6497413, DOI: 10.1146/annurev-biodatasci-080917-013416.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsReal-world health-care applicationInstitutional review boardBiomedical data scienceClinical data sharingHealth care applicationsCommon rulesData anonymizationDeidentification methodsUnstructured dataEncryption methodSensitive informationPrivacy policiesData deidentificationSecurity rulesEthics topicsResearch ethicsData scienceData sharingData governancePatient privacyConsent practicesHuman subject dataHIPAA privacyPublic trustTerms of technology
2013
Detecting inappropriate access to electronic health records using collaborative filtering
Menon A, Jiang X, Kim J, Vaidya J, Ohno-Machado L. Detecting inappropriate access to electronic health records using collaborative filtering. Machine Learning 2013, 95: 87-101. PMID: 24683293, PMCID: PMC3967851, DOI: 10.1007/s10994-013-5376-1.Peer-Reviewed Original ResearchElectronic health recordsCollaborative filteringInappropriate accessHealth recordsSuspicious accessPrivacy policiesAccess patternsMachine learningManual auditingSecurity expertsLatent featuresAccess dataRecord accessHistorical dataSecurityFilteringUnrestricted accessFuture violationsAccessAudit processSVMUsersDatasetLearningAuditing